DocumentCode :
3493122
Title :
Noise variation test for ARX model of a heating process in essential oil extraction plant
Author :
Ismail, Nurlaila ; Rahiman, Mohd Hezri Fazalul ; Taib, Mohd Nasir
Author_Institution :
Fac. of Electr. Eng., Univ. Teknol. MARA, Shah Alam, Malaysia
fYear :
2010
fDate :
21-23 May 2010
Firstpage :
1
Lastpage :
4
Abstract :
This paper studied the robustness of ARX model by varying the noise sequence adapted to the output of a heating process. The ARX model is fitted from output data which is obtained from a pilot plant of essential oil extraction by applying steam distillation technique. The plant is supplied by 1.5kW power delivered to the heating element which then is converted into PRBS signal as input and produced output which is steam temperature from ambient (23°C) to steady state condition (93°C). The noises with different variations have been used to corrupt the validation data, which ranged from ±0.2°C to ±2.0°C. Noises and PRBS signal both are generated using Matlab software version R2008a. The study has shown that as noise is increased, there are small decrement of ARX model fit. Therefore the fitted ARX model is highly suitable for any extended contribution in controller design, prediction and simulation.
Keywords :
distillation; essential oils; heating elements; noise; petroleum industry; production engineering computing; testing; ARX model; PRBS signal; controller design; essential oil extraction plant; heating element; heating process; matlab software version R2008a; noise variation test; robustness; steady state condition; steam distillation technique; steam temperature; Data mining; Heating; Mathematical model; Noise robustness; Petroleum; Power supplies; Predictive models; Steady-state; Temperature; Testing; ARX model; essential oil extraction; heating process; noise variation test;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signal Processing and Its Applications (CSPA), 2010 6th International Colloquium on
Conference_Location :
Mallaca City
Print_ISBN :
978-1-4244-7121-8
Type :
conf
DOI :
10.1109/CSPA.2010.5545304
Filename :
5545304
Link To Document :
بازگشت